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pictures to identify race, ethnicity, and gender. We show that one can use LinkedIn data to obtain reasonably reliable measures … of workforce demographic composition by race, ethnicity, and gender, based on validation exercises comparing estimates … study the race, ethnic, and gender composition of workers who were hired and those who experienced mass layoffs at two large …
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